Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	1168
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	260.4 KiB
Average record size in memory	228.3 B

Variable types

Numeric	24

Alerts

`OverallQual` is highly overall correlated with `GarageArea` and 15 other fields	High correlation
`OverallQual_log_e` is highly overall correlated with `GarageArea` and 15 other fields	High correlation
`OverallQual_power` is highly overall correlated with `GarageArea` and 15 other fields	High correlation
`GrLivArea` is highly overall correlated with `1stFlrSF` and 15 other fields	High correlation
`GrLivArea_log_e` is highly overall correlated with `1stFlrSF` and 15 other fields	High correlation
`GrLivArea_box_cox` is highly overall correlated with `1stFlrSF` and 15 other fields	High correlation
`GrLivArea_yeo_johnson` is highly overall correlated with `1stFlrSF` and 15 other fields	High correlation
`1stFlrSF` is highly overall correlated with `1stFlrSF_box_cox` and 14 other fields	High correlation
`1stFlrSF_log_e` is highly overall correlated with `1stFlrSF` and 14 other fields	High correlation
`1stFlrSF_power` is highly overall correlated with `1stFlrSF` and 14 other fields	High correlation
`1stFlrSF_box_cox` is highly overall correlated with `1stFlrSF` and 14 other fields	High correlation
`1stFlrSF_yeo_johnson` is highly overall correlated with `1stFlrSF` and 14 other fields	High correlation
`TotalBsmtSF_power` is highly overall correlated with `1stFlrSF` and 10 other fields	High correlation
`TotalBsmtSF_yeo_johnson` is highly overall correlated with `1stFlrSF` and 10 other fields	High correlation
`GarageArea` is highly overall correlated with `GarageArea_power` and 11 other fields	High correlation
`GarageArea_power` is highly overall correlated with `GarageArea` and 11 other fields	High correlation
`YearBuilt_log_e` is highly overall correlated with `GarageArea` and 11 other fields	High correlation
`YearBuilt_power` is highly overall correlated with `GarageArea` and 11 other fields	High correlation
`YearBuilt_box_cox` is highly overall correlated with `GarageArea` and 11 other fields	High correlation
`SalePrice` is highly overall correlated with `1stFlrSF` and 22 other fields	High correlation
`SalePrice_log_e` is highly overall correlated with `1stFlrSF` and 22 other fields	High correlation
`SalePrice_log_10` is highly overall correlated with `1stFlrSF` and 22 other fields	High correlation
`SalePrice_box_cox` is highly overall correlated with `1stFlrSF` and 22 other fields	High correlation
`SalePrice_yeo_johnson` is highly overall correlated with `1stFlrSF` and 22 other fields	High correlation
`TotalBsmtSF_power` has 30 (2.6%) zeros	Zeros
`TotalBsmtSF_yeo_johnson` has 30 (2.6%) zeros	Zeros
`GarageArea` has 69 (5.9%) zeros	Zeros
`GarageArea_power` has 69 (5.9%) zeros	Zeros

Reproduction

Analysis started	2024-05-04 15:11:55.375756
Analysis finished	2024-05-04 15:14:15.912702
Duration	2 minutes and 20.54 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

OverallQual
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0916096

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3677638
Coefficient of variation (CV)	0.22453242
Kurtosis	0.086089747
Mean	6.0916096
Median Absolute Deviation (MAD)	1
Skewness	0.18654785
Sum	7115
Variance	1.8707779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	319	27.3%
6	296	25.3%
7	261	22.3%
8	134	11.5%
4	95	8.1%
9	33	2.8%
3	14	1.2%
10	12	1.0%
2	2	0.2%
1	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.2%
2	2	0.2%
3	14	1.2%
4	95	8.1%
5	319	27.3%
6	296	25.3%
7	261	22.3%
8	134	11.5%
9	33	2.8%
10	12	1.0%

Value	Count	Frequency (%)
10	12	1.0%
9	33	2.8%
8	134	11.5%
7	261	22.3%
6	296	25.3%
5	319	27.3%
4	95	8.1%
3	14	1.2%
2	2	0.2%
1	2	0.2%

OverallQual_log_e
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7798831

Minimum	0
Maximum	2.3025851
Zeros	2
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1.3862944
Q1	1.6094379
median	1.7917595
Q3	1.9459101
95-th percentile	2.0794415
Maximum	2.3025851
Range	2.3025851
Interquartile range (IQR)	0.33647224

Descriptive statistics

Standard deviation	0.24044189
Coefficient of variation (CV)	0.13508858
Kurtosis	5.1359363
Mean	1.7798831
Median Absolute Deviation (MAD)	0.18232156
Skewness	-1.0332953
Sum	2078.9035
Variance	0.057812302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.609437912	319	27.3%
1.791759469	296	25.3%
1.945910149	261	22.3%
2.079441542	134	11.5%
1.386294361	95	8.1%
2.197224577	33	2.8%
1.098612289	14	1.2%
2.302585093	12	1.0%
0.6931471806	2	0.2%
0	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.2%
0.6931471806	2	0.2%
1.098612289	14	1.2%
1.386294361	95	8.1%
1.609437912	319	27.3%
1.791759469	296	25.3%
1.945910149	261	22.3%
2.079441542	134	11.5%
2.197224577	33	2.8%
2.302585093	12	1.0%

Value	Count	Frequency (%)
2.302585093	12	1.0%
2.197224577	33	2.8%
2.079441542	134	11.5%
1.945910149	261	22.3%
1.791759469	296	25.3%
1.609437912	319	27.3%
1.386294361	95	8.1%
1.098612289	14	1.2%
0.6931471806	2	0.2%
0	2	0.2%

OverallQual_power
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4519944

Minimum	1
Maximum	3.1622777
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2.236068
median	2.4494897
Q3	2.6457513
95-th percentile	2.8284271
Maximum	3.1622777
Range	2.1622777
Interquartile range (IQR)	0.40968333

Descriptive statistics

Standard deviation	0.28178199
Coefficient of variation (CV)	0.11491951
Kurtosis	0.91570424
Mean	2.4519944
Median Absolute Deviation (MAD)	0.21342177
Skewness	-0.26045453
Sum	2863.9294
Variance	0.079401087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.236067977	319	27.3%
2.449489743	296	25.3%
2.645751311	261	22.3%
2.828427125	134	11.5%
2	95	8.1%
3	33	2.8%
1.732050808	14	1.2%
3.16227766	12	1.0%
1.414213562	2	0.2%
1	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.2%
1.414213562	2	0.2%
1.732050808	14	1.2%
2	95	8.1%
2.236067977	319	27.3%
2.449489743	296	25.3%
2.645751311	261	22.3%
2.828427125	134	11.5%
3	33	2.8%
3.16227766	12	1.0%

Value	Count	Frequency (%)
3.16227766	12	1.0%
3	33	2.8%
2.828427125	134	11.5%
2.645751311	261	22.3%
2.449489743	296	25.3%
2.236067977	319	27.3%
2	95	8.1%
1.732050808	14	1.2%
1.414213562	2	0.2%
1	2	0.2%

GrLivArea
Real number (ℝ)

HIGH CORRELATION

Distinct	734
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1503.405

Minimum	334
Maximum	4476
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	334
5-th percentile	848
Q1	1128
median	1456
Q3	1774.25
95-th percentile	2436.85
Maximum	4476
Range	4142
Interquartile range (IQR)	646.25

Descriptive statistics

Standard deviation	503.86503
Coefficient of variation (CV)	0.33514924
Kurtosis	2.3687454
Mean	1503.405
Median Absolute Deviation (MAD)	322.5
Skewness	1.0582715
Sum	1755977
Variance	253879.96
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	15	1.3%
1040	12	1.0%
848	10	0.9%
912	9	0.8%
894	8	0.7%
1092	8	0.7%
1456	8	0.7%
1728	7	0.6%
987	7	0.6%
816	7	0.6%
Other values (724)	1077	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
334	1	0.1%
438	1	0.1%
520	1	0.1%
605	1	0.1%
630	4	0.3%
672	1	0.1%
691	1	0.1%
693	1	0.1%
694	1	0.1%
708	1	0.1%

Value	Count	Frequency (%)
4476	1	0.1%
4316	1	0.1%
3627	1	0.1%
3447	1	0.1%
3279	1	0.1%
3238	1	0.1%
3228	1	0.1%
3222	1	0.1%
3194	1	0.1%
3140	1	0.1%

GrLivArea_log_e
Real number (ℝ)

HIGH CORRELATION

Distinct	734
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2620078

Minimum	5.811141
Maximum	8.4064851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	5.811141
5-th percentile	6.7428806
Q1	7.0282014
median	7.2834482
Q3	7.481133
95-th percentile	7.7984454
Maximum	8.4064851
Range	2.5953441
Interquartile range (IQR)	0.45293162

Descriptive statistics

Standard deviation	0.32799846
Coefficient of variation (CV)	0.04516636
Kurtosis	0.14705013
Mean	7.2620078
Median Absolute Deviation (MAD)	0.22165032
Skewness	-0.055483215
Sum	8482.0251
Variance	0.10758299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.761572769	15	1.3%
6.946975992	12	1.0%
6.742880636	10	0.9%
6.81563999	9	0.8%
6.795705775	8	0.7%
6.995766156	8	0.7%
7.283448229	8	0.7%
7.454719949	7	0.6%
6.894670039	7	0.6%
6.704414355	7	0.6%
Other values (724)	1077	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.811140993	1	0.1%
6.08221891	1	0.1%
6.253828812	1	0.1%
6.405228458	1	0.1%
6.445719819	4	0.3%
6.510258341	1	0.1%
6.538139824	1	0.1%
6.541029999	1	0.1%
6.542471961	1	0.1%
6.562444094	1	0.1%

Value	Count	Frequency (%)
8.406485069	1	0.1%
8.370084326	1	0.1%
8.196161139	1	0.1%
8.145259567	1	0.1%
8.095293777	1	0.1%
8.082711134	1	0.1%
8.079618029	1	0.1%
8.077757564	1	0.1%
8.069029329	1	0.1%
8.051978079	1	0.1%

GrLivArea_box_cox
Real number (ℝ)

HIGH CORRELATION

Distinct	734
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8815159

Minimum	6.8174402
Maximum	10.618929
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	6.8174402
5-th percentile	8.1217901
Q1	8.5344113
median	8.9089239
Q3	9.2025182
95-th percentile	9.6803303
Maximum	10.618929
Range	3.8014887
Interquartile range (IQR)	0.66810695

Descriptive statistics

Standard deviation	0.48388226
Coefficient of variation (CV)	0.054481945
Kurtosis	0.12902342
Mean	8.8815159
Median Absolute Deviation (MAD)	0.3256163
Skewness	0.0007368103
Sum	10373.611
Variance	0.23414204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.148629402	15	1.3%
8.416302893	12	1.0%
8.121790131	10	0.9%
8.226413806	9	0.8%
8.197709002	8	0.7%
8.487186094	8	0.7%
8.908923926	8	0.7%
9.163110232	7	0.6%
8.34051741	7	0.6%
8.066642467	7	0.6%
Other values (724)	1077	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.817440239	1	0.1%
7.190231917	1	0.1%
7.429047348	1	0.1%
7.641568658	1	0.1%
7.698699598	4	0.3%
7.790016267	1	0.1%
7.829564034	1	0.1%
7.833666909	1	0.1%
7.835714145	1	0.1%
7.864086022	1	0.1%

Value	Count	Frequency (%)
10.61892895	1	0.1%
10.56187441	1	0.1%
10.29079782	1	0.1%
10.2119393	1	0.1%
10.1347394	1	0.1%
10.11533108	1	0.1%
10.11056206	1	0.1%
10.10769394	1	0.1%
10.09424217	1	0.1%
10.06798129	1	0.1%

GrLivArea_yeo_johnson
Real number (ℝ)

HIGH CORRELATION

Distinct	734
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8570541

Minimum	6.8060411
Maximum	10.583696
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	6.8060411
5-th percentile	8.1019346
Q1	8.5120509
median	8.884301
Q3	9.1761165
95-th percentile	9.6510057
Maximum	10.583696
Range	3.7776553
Interquartile range (IQR)	0.66406558

Descriptive statistics

Standard deviation	0.48093898
Coefficient of variation (CV)	0.054300107
Kurtosis	0.12845971
Mean	8.8570541
Median Absolute Deviation (MAD)	0.32364606
Skewness	0.00072252983
Sum	10345.039
Variance	0.2313023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.128610028	15	1.3%
8.394657078	12	1.0%
8.101934638	10	0.9%
8.205920431	9	0.8%
8.177390392	8	0.7%
8.465111309	8	0.7%
8.884301046	8	0.7%
9.136947844	7	0.6%
8.319330872	7	0.6%
8.047124302	7	0.6%
Other values (724)	1077	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.806041113	1	0.1%
7.17626931	1	0.1%
7.413520996	1	0.1%
7.624687921	1	0.1%
7.681459556	4	0.3%
7.772205477	1	0.1%
7.811507301	1	0.1%
7.8155847	1	0.1%
7.817619228	1	0.1%
7.845815161	1	0.1%

Value	Count	Frequency (%)
10.58369636	1	0.1%
10.52700866	1	0.1%
10.25766047	1	0.1%
10.17930041	1	0.1%
10.10258668	1	0.1%
10.0833003	1	0.1%
10.07856124	1	0.1%
10.07571112	1	0.1%
10.06234378	1	0.1%
10.03624757	1	0.1%

1stFlrSF
Real number (ℝ)

HIGH CORRELATION

Distinct	666
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1162.292

Minimum	334
Maximum	3228
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	334
5-th percentile	686.7
Q1	885.75
median	1089
Q3	1390.25
95-th percentile	1829.25
Maximum	3228
Range	2894
Interquartile range (IQR)	504.5

Descriptive statistics

Standard deviation	370.68223
Coefficient of variation (CV)	0.31892351
Kurtosis	1.286894
Mean	1162.292
Median Absolute Deviation (MAD)	234
Skewness	0.92085553
Sum	1357557
Variance	137405.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	18	1.5%
1040	15	1.3%
848	12	1.0%
672	11	0.9%
912	10	0.9%
720	9	0.8%
728	8	0.7%
816	8	0.7%
894	8	0.7%
988	6	0.5%
Other values (656)	1063	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
334	1	0.1%
438	1	0.1%
483	1	0.1%
504	6	0.5%
520	2	0.2%
525	1	0.1%
526	1	0.1%
546	3	0.3%
551	1	0.1%
572	2	0.2%

Value	Count	Frequency (%)
3228	1	0.1%
2898	1	0.1%
2633	1	0.1%
2515	1	0.1%
2444	1	0.1%
2411	1	0.1%
2402	1	0.1%
2392	1	0.1%
2259	1	0.1%
2217	1	0.1%

1stFlrSF_log_e
Real number (ℝ)

HIGH CORRELATION

Distinct	666
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0097037

Minimum	5.811141
Maximum	8.079618
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	5.811141
5-th percentile	6.5318966
Q1	6.7864346
median	6.9930147
Q3	7.2372388
95-th percentile	7.5116605
Maximum	8.079618
Range	2.268477
Interquartile range (IQR)	0.45080419

Descriptive statistics

Standard deviation	0.31096036
Coefficient of variation (CV)	0.044361413
Kurtosis	-0.12919536
Mean	7.0097037
Median Absolute Deviation (MAD)	0.22259279
Skewness	0.040869783
Sum	8187.3339
Variance	0.096696347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.761572769	18	1.5%
6.946975992	15	1.3%
6.742880636	12	1.0%
6.510258341	11	0.9%
6.81563999	10	0.9%
6.579251212	9	0.8%
6.590301048	8	0.7%
6.704414355	8	0.7%
6.795705775	8	0.7%
6.895682698	6	0.5%
Other values (656)	1063	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.811140993	1	0.1%
6.08221891	1	0.1%
6.180016654	1	0.1%
6.222576268	6	0.5%
6.253828812	2	0.2%
6.263398263	1	0.1%
6.265301213	1	0.1%
6.302618976	3	0.3%
6.311734809	1	0.1%
6.349138991	2	0.2%

Value	Count	Frequency (%)
8.079618029	1	0.1%
7.971776123	1	0.1%
7.875879159	1	0.1%
7.830028083	1	0.1%
7.80139132	1	0.1%
7.787796878	1	0.1%
7.784057003	1	0.1%
7.779885115	1	0.1%
7.722677516	1	0.1%
7.70391021	1	0.1%

1stFlrSF_power
Real number (ℝ)

HIGH CORRELATION

Distinct	666
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.681555

Minimum	18.275667
Maximum	56.815491
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	18.275667
5-th percentile	26.204955
Q1	29.761551
median	32.999997
Q3	37.286056
95-th percentile	42.769723
Maximum	56.815491
Range	38.539824
Interquartile range (IQR)	7.5245044

Descriptive statistics

Standard deviation	5.2790795
Coefficient of variation (CV)	0.15673503
Kurtosis	0.13706333
Mean	33.681555
Median Absolute Deviation (MAD)	3.6061196
Skewness	0.46945801
Sum	39340.056
Variance	27.86868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.39387691	18	1.5%
32.24903099	15	1.3%
29.12043956	12	1.0%
25.92296279	11	0.9%
30.19933774	10	0.9%
26.83281573	9	0.8%
26.98147513	8	0.7%
28.56571371	8	0.7%
29.89983278	8	0.7%
31.43246729	6	0.5%
Other values (656)	1063	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.27566688	1	0.1%
20.92844954	1	0.1%
21.97726098	1	0.1%
22.44994432	6	0.5%
22.8035085	2	0.2%
22.91287847	1	0.1%
22.93468988	1	0.1%
23.36664289	3	0.3%
23.47338919	1	0.1%
23.91652149	2	0.2%

Value	Count	Frequency (%)
56.81549085	1	0.1%
53.83307533	1	0.1%
51.31276644	1	0.1%
50.14977567	1	0.1%
49.43682838	1	0.1%
49.10193479	1	0.1%
49.01020302	1	0.1%
48.90807704	1	0.1%
47.52893855	1	0.1%
47.08502947	1	0.1%

1stFlrSF_box_cox
Real number (ℝ)

HIGH CORRELATION

Distinct	666
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9880286

Minimum	5.0976885
Maximum	6.7452625
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	5.0976885
5-th percentile	5.6399612
Q1	5.8272016
median	5.9775564
Q3	6.1534719
95-th percentile	6.3487894
Maximum	6.7452625
Range	1.647574
Interquartile range (IQR)	0.32627024

Descriptive statistics

Standard deviation	0.2250432
Coefficient of variation (CV)	0.037582184
Kurtosis	-0.11399026
Mean	5.9880286
Median Absolute Deviation (MAD)	0.16120429
Skewness	0.00059062006
Sum	6994.0174
Variance	0.05064444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.809009731	18	1.5%
5.944172048	15	1.3%
5.795318595	12	1.0%
5.623942424	11	0.9%
5.848545141	10	0.9%
5.674962351	9	0.8%
5.683118587	8	0.7%
5.767106639	8	0.7%
5.833980176	8	0.7%
5.906893852	6	0.5%
Other values (656)	1063	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.097688482	1	0.1%
5.303755925	1	0.1%
5.377469603	1	0.1%
5.409444654	6	0.5%
5.432884774	2	0.2%
5.440055327	1	0.1%
5.441480863	1	0.1%
5.469411043	3	0.3%
5.476226415	1	0.1%
5.504161342	2	0.2%

Value	Count	Frequency (%)
6.745262472	1	0.1%
6.670777914	1	0.1%
6.604231682	1	0.1%
6.572309895	1	0.1%
6.552338547	1	0.1%
6.542848515	1	0.1%
6.540236733	1	0.1%
6.537322719	1	0.1%
6.497307288	1	0.1%
6.484156967	1	0.1%

1stFlrSF_yeo_johnson
Real number (ℝ)

HIGH CORRELATION

Distinct	666
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9686545

Minimum	5.0856839
Maximum	6.7197022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	5.0856839
5-th percentile	5.6233815
Q1	5.8091157
median	5.9582676
Q3	6.1327734
95-th percentile	6.3265127
Maximum	6.7197022
Range	1.6340183
Interquartile range (IQR)	0.32365775

Descriptive statistics

Standard deviation	0.22323291
Coefficient of variation (CV)	0.037400877
Kurtosis	-0.11443746
Mean	5.9686545
Median Absolute Deviation (MAD)	0.15991285
Skewness	0.00060557042
Sum	6971.3884
Variance	0.049832933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.791069516	18	1.5%
5.925150207	15	1.3%
5.777488129	12	1.0%
5.607492486	11	0.9%
5.83028827	10	0.9%
5.658099775	9	0.8%
5.666190198	8	0.7%
5.749502508	8	0.7%
5.815839921	8	0.7%
5.888170133	6	0.5%
Other values (656)	1063	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.08568392	1	0.1%
5.289955234	1	0.1%
5.363046976	1	0.1%
5.394754904	6	0.5%
5.418000121	2	0.2%
5.425111199	1	0.1%
5.426524919	1	0.1%
5.45422411	3	0.3%
5.460983261	1	0.1%
5.488688312	2	0.2%

Value	Count	Frequency (%)
6.719702194	1	0.1%
6.645844791	1	0.1%
6.579854498	1	0.1%
6.548198001	1	0.1%
6.528392189	1	0.1%
6.518980699	1	0.1%
6.51639052	1	0.1%
6.513500602	1	0.1%
6.473815375	1	0.1%
6.460773295	1	0.1%

TotalBsmtSF_power
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	624
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.469874

Minimum	0
Maximum	56.621551
Zeros	30
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	0
5-th percentile	21.977261
Q1	28.160256
median	31.296964
Q3	35.937444
95-th percentile	41.868843
Maximum	56.621551
Range	56.621551
Interquartile range (IQR)	7.777188

Descriptive statistics

Standard deviation	7.6682927
Coefficient of variation (CV)	0.24367091
Kurtosis	5.5719442
Mean	31.469874
Median Absolute Deviation (MAD)	3.695892
Skewness	-1.4473361
Sum	36756.812
Variance	58.802713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30	2.6%
29.39387691	24	2.1%
25.92296279	15	1.3%
28.56571371	12	1.0%
30.19933774	12	1.0%
32.24903099	12	1.0%
26.98147513	11	0.9%
29.12043956	11	0.9%
29.89983278	9	0.8%
30.85449724	9	0.8%
Other values (614)	1023	87.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	2.6%
10.24695077	1	0.1%
13.78404875	1	0.1%
16.24807681	3	0.3%
16.43167673	1	0.1%
17.02938637	1	0.1%
17.8605711	1	0.1%
18.97366596	1	0.1%
19.28730152	1	0.1%
19.59591794	6	0.5%

Value	Count	Frequency (%)
56.62155067	1	0.1%
56.56854249	1	0.1%
55.62373594	1	0.1%
51.31276644	1	0.1%
49.43682838	1	0.1%
48.948953	1	0.1%
48.90807704	1	0.1%
47.08502947	1	0.1%
46.4542786	1	0.1%
46.40043103	1	0.1%

TotalBsmtSF_yeo_johnson
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	624
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	305.31532

Minimum	0
Maximum	752.46052
Zeros	30
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	0
5-th percentile	167.40278
Q1	248.32429
median	293.69724
Q3	365.81113
95-th percentile	466.18383
Maximum	752.46052
Range	752.46052
Interquartile range (IQR)	117.48684

Descriptive statistics

Standard deviation	101.28349
Coefficient of variation (CV)	0.33173406
Kurtosis	1.7998654
Mean	305.31532
Median Absolute Deviation (MAD)	54.877846
Skewness	-0.028003628
Sum	356608.29
Variance	10258.346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30	2.6%
265.8347133	24	2.1%
217.7017563	15	1.3%
254.0310894	12	1.0%
277.5026086	12	1.0%
308.0157825	12	1.0%
232.0054595	11	0.9%
261.9157072	11	0.9%
273.1424865	9	0.8%
287.128395	9	0.8%
Other values (614)	1023	87.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	2.6%
49.42092063	1	0.1%
79.52177329	1	0.1%
103.4303284	3	0.3%
105.3025977	1	0.1%
111.4825165	1	0.1%
120.2890782	1	0.1%
132.462286	1	0.1%
135.9694911	1	0.1%
139.4532672	6	0.5%

Value	Count	Frequency (%)
752.4605181	1	0.1%
751.3438896	1	0.1%
731.5439636	1	0.1%
643.7005659	1	0.1%
606.7797454	1	0.1%
597.3097383	1	0.1%
596.5187973	1	0.1%
561.6374089	1	0.1%
549.7497516	1	0.1%
548.7392349	1	0.1%

GarageArea
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	393
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	466.27825

Minimum	0
Maximum	1390
Zeros	69
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	314.25
median	474.5
Q3	576
95-th percentile	839.65
Maximum	1390
Range	1390
Interquartile range (IQR)	261.75

Descriptive statistics

Standard deviation	211.48938
Coefficient of variation (CV)	0.45356905
Kurtosis	0.8197573
Mean	466.27825
Median Absolute Deviation (MAD)	121
Skewness	0.11419629
Sum	544613
Variance	44727.759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	69	5.9%
576	38	3.3%
440	35	3.0%
240	29	2.5%
528	27	2.3%
484	27	2.3%
264	24	2.1%
288	23	2.0%
400	21	1.8%
480	18	1.5%
Other values (383)	857	73.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	69	5.9%
160	1	0.1%
164	1	0.1%
180	8	0.7%
186	1	0.1%
189	1	0.1%
192	1	0.1%
200	3	0.3%
205	2	0.2%
208	1	0.1%

Value	Count	Frequency (%)
1390	1	0.1%
1356	1	0.1%
1248	1	0.1%
1220	1	0.1%
1053	1	0.1%
1052	1	0.1%
1025	1	0.1%
1020	1	0.1%
1014	1	0.1%
995	1	0.1%

GarageArea_power
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	393
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.599433

Minimum	0
Maximum	37.282704
Zeros	69
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17.72706
median	21.783018
Q3	24
95-th percentile	28.976714
Maximum	37.282704
Range	37.282704
Interquartile range (IQR)	6.2729401

Descriptive statistics

Standard deviation	6.4790076
Coefficient of variation (CV)	0.31452359
Kurtosis	3.6149269
Mean	20.599433
Median Absolute Deviation (MAD)	2.8093519
Skewness	-1.6258179
Sum	24060.138
Variance	41.97754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	69	5.9%
24	38	3.3%
20.97617696	35	3.0%
15.49193338	29	2.5%
22.97825059	27	2.3%
22	27	2.3%
16.24807681	24	2.1%
16.97056275	23	2.0%
20	21	1.8%
21.9089023	18	1.5%
Other values (383)	857	73.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	69	5.9%
12.64911064	1	0.1%
12.80624847	1	0.1%
13.41640786	8	0.7%
13.6381817	1	0.1%
13.74772708	1	0.1%
13.85640646	1	0.1%
14.14213562	3	0.3%
14.31782106	2	0.2%
14.4222051	1	0.1%

Value	Count	Frequency (%)
37.28270376	1	0.1%
36.82390528	1	0.1%
35.32704347	1	0.1%
34.92849839	1	0.1%
32.44996148	1	0.1%
32.43454948	1	0.1%
32.01562119	1	0.1%
31.93743885	1	0.1%
31.84336666	1	0.1%
31.54362059	1	0.1%

YearBuilt_log_e
Real number (ℝ)

HIGH CORRELATION

Distinct	107
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5863361

Minimum	7.5347627
Maximum	7.6053924
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	7.5347627
5-th percentile	7.5590383
Q1	7.5776338
median	7.5868035
Q3	7.6009025
95-th percentile	7.6043963
Maximum	7.6053924
Range	0.070629708
Interquartile range (IQR)	0.023268627

Descriptive statistics

Standard deviation	0.015354098
Coefficient of variation (CV)	0.0020239148
Kurtosis	-0.46037809
Mean	7.5863361
Median Absolute Deviation (MAD)	0.013098424
Skewness	-0.61429021
Sum	8860.8406
Variance	0.00023574833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.603897969	54	4.6%
7.602900462	49	4.2%
7.60339934	45	3.9%
7.604396349	41	3.5%
7.602401336	36	3.1%
7.560080465	24	2.1%
7.588829878	24	2.1%
7.580189418	22	1.9%
7.589335823	22	1.9%
7.599901959	22	1.9%
Other values (97)	829	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.534762657	1	0.1%
7.536363938	1	0.1%
7.539027056	2	0.2%
7.54009032	1	0.1%
7.5416831	2	0.2%
7.545918151	1	0.1%
7.548555979	1	0.1%
7.549609165	8	0.7%
7.551712215	1	0.1%
7.552237288	1	0.1%

Value	Count	Frequency (%)
7.605392365	13	1.1%
7.604894481	18	1.5%
7.604396349	41	3.5%
7.603897969	54	4.6%
7.60339934	45	3.9%
7.602900462	49	4.2%
7.602401336	36	3.1%
7.60190196	18	1.5%
7.601402335	16	1.4%
7.60090246	21	1.8%

YearBuilt_power
Real number (ℝ)

HIGH CORRELATION

Distinct	107
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.398135

Minimum	43.266615
Maximum	44.82187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	43.266615
5-th percentile	43.794977
Q1	44.204072
median	44.407207
Q3	44.72136
95-th percentile	44.799554
Maximum	44.82187
Range	1.5552544
Interquartile range (IQR)	0.51728734

Descriptive statistics

Standard deviation	0.34004568
Coefficient of variation (CV)	0.0076590083
Kurtosis	-0.48977219
Mean	44.398135
Median Absolute Deviation (MAD)	0.29178665
Skewness	-0.60098335
Sum	51857.022
Variance	0.11563107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.78839135	54	4.6%
44.76605857	49	4.2%
44.77722635	45	3.9%
44.79955357	41	3.5%
44.754888	36	3.1%
43.8178046	24	2.1%
44.45222154	24	2.1%
44.26059195	22	1.9%
44.46346815	22	1.9%
44.69899328	22	1.9%
Other values (97)	829	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43.26661531	1	0.1%
43.30127019	1	0.1%
43.35896678	2	0.2%
43.38202393	1	0.1%
43.41658669	2	0.2%
43.50861984	1	0.1%
43.56604182	1	0.1%
43.58898944	8	0.7%
43.63484846	1	0.1%
43.64630569	1	0.1%

Value	Count	Frequency (%)
44.82186966	13	1.1%
44.810713	18	1.5%
44.79955357	41	3.5%
44.78839135	54	4.6%
44.77722635	45	3.9%
44.76605857	49	4.2%
44.754888	36	3.1%
44.74371464	18	1.5%
44.73253849	16	1.4%
44.72135955	21	1.8%

YearBuilt_box_cox
Real number (ℝ)

HIGH CORRELATION

Distinct	107
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9560228 × 10⁷⁰

Minimum	9.1231036 × 10⁶⁹
Maximum	4.2509164 × 10⁷⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	9.1231036 × 10⁶⁹
5-th percentile	1.5482912 × 10⁷⁰
Q1	2.3217473 × 10⁷⁰
median	2.8352026 × 10⁷⁰
Q3	3.8547519 × 10⁷⁰
95-th percentile	4.1596584 × 10⁷⁰
Maximum	4.2509164 × 10⁷⁰
Range	3.338606 × 10⁷⁰
Interquartile range (IQR)	1.5330045 × 10⁷⁰

Descriptive statistics

Standard deviation	8.940014 × 10⁶⁹
Coefficient of variation (CV)	0.30243387
Kurtosis	-1.2199092
Mean	2.9560228 × 10⁷⁰
Median Absolute Deviation (MAD)	8.5014344 × 10⁶⁹
Skewness	-0.13552187
Sum	3.4526346 × 10⁷³
Variance	7.9923851 × 10¹³⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.1147334 × 10⁷⁰	54	4.6%
4.026268272 × 10⁷⁰	49	4.2%
4.07027153 × 10⁷⁰	45	3.9%
4.159658429 × 10⁷⁰	41	3.5%
3.98271912 × 10⁷⁰	36	3.1%
1.583852155 × 10⁷⁰	24	2.1%
2.963183488 × 10⁷⁰	24	2.1%
2.454694292 × 10⁷⁰	22	1.9%
2.996029558 × 10⁷⁰	22	1.9%
3.771630202 × 10⁷⁰	22	1.9%
Other values (97)	829	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.123103631 × 10⁶⁹	1	0.1%
9.447020915 × 10⁶⁹	1	0.1%
1.001140117 × 10⁷⁰	2	0.2%
1.024604122 × 10⁷⁰	1	0.1%
1.060786344 × 10⁷⁰	2	0.2%
1.163328783 × 10⁷⁰	1	0.1%
1.232148797 × 10⁷⁰	1	0.1%
1.260750138 × 10⁷⁰	8	0.7%
1.319864433 × 10⁷⁰	1	0.1%
1.335051038 × 10⁷⁰	1	0.1%

Value	Count	Frequency (%)
4.250916369 × 10⁷⁰	13	1.1%
4.205051208 × 10⁷⁰	18	1.5%
4.159658429 × 10⁷⁰	41	3.5%
4.1147334 × 10⁷⁰	54	4.6%
4.07027153 × 10⁷⁰	45	3.9%
4.026268272 × 10⁷⁰	49	4.2%
3.98271912 × 10⁷⁰	36	3.1%
3.939619612 × 10⁷⁰	18	1.5%
3.896965326 × 10⁷⁰	16	1.4%
3.854751881 × 10⁷⁰	21	1.8%

SalePrice
Real number (ℝ)

HIGH CORRELATION

Distinct	579
Distinct (%)	49.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180024.08

Minimum	34900
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	34900
5-th percentile	87175
Q1	129000
median	163000
Q3	213625
95-th percentile	325755
Maximum	755000
Range	720100
Interquartile range (IQR)	84625

Descriptive statistics

Standard deviation	79202.824
Coefficient of variation (CV)	0.43995684
Kurtosis	7.1753388
Mean	180024.08
Median Absolute Deviation (MAD)	38300
Skewness	1.9394889
Sum	2.1026812 × 10⁸
Variance	6.2730873 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140000	18	1.5%
135000	14	1.2%
115000	11	0.9%
145000	11	0.9%
110000	10	0.9%
190000	10	0.9%
143000	9	0.8%
155000	9	0.8%
130000	9	0.8%
139000	9	0.8%
Other values (569)	1058	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34900	1	0.1%
39300	1	0.1%
52000	1	0.1%
52500	1	0.1%
55000	2	0.2%
55993	1	0.1%
58500	1	0.1%
60000	3	0.3%
61000	1	0.1%
62383	1	0.1%

Value	Count	Frequency (%)
755000	1	0.1%
745000	1	0.1%
625000	1	0.1%
582933	1	0.1%
556581	1	0.1%
555000	1	0.1%
538000	1	0.1%
485000	1	0.1%
466500	1	0.1%
446261	1	0.1%

SalePrice_log_e
Real number (ℝ)

HIGH CORRELATION

Distinct	579
Distinct (%)	49.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.019311

Minimum	10.460242
Maximum	13.534473
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	10.460242
5-th percentile	11.375669
Q1	11.767568
median	12.001505
Q3	12.271977
95-th percentile	12.6939
Maximum	13.534473
Range	3.0742309
Interquartile range (IQR)	0.50440922

Descriptive statistics

Standard deviation	0.39798988
Coefficient of variation (CV)	0.033112536
Kurtosis	0.63405233
Mean	12.019311
Median Absolute Deviation (MAD)	0.24563384
Skewness	0.1712533
Sum	14038.556
Variance	0.15839595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.8493977	18	1.5%
11.81303006	14	1.2%
11.65268741	11	0.9%
11.88448902	11	0.9%
11.60823564	10	0.9%
12.15477935	10	0.9%
11.87059991	9	0.8%
11.9511804	9	0.8%
11.77528973	9	0.8%
11.84222921	9	0.8%
Other values (569)	1058	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.46024211	1	0.1%
10.5789798	1	0.1%
10.858999	1	0.1%
10.86856845	1	0.1%
10.91508846	2	0.2%
10.93298196	1	0.1%
10.97678203	1	0.1%
11.00209984	3	0.3%
11.01862914	1	0.1%
11.04104808	1	0.1%

Value	Count	Frequency (%)
13.53447303	1	0.1%
13.5211395	1	0.1%
13.34550693	1	0.1%
13.27582754	1	0.1%
13.22956799	1	0.1%
13.22672339	1	0.1%
13.19561384	1	0.1%
13.09190417	1	0.1%
13.0530133	1	0.1%
13.00865926	1	0.1%

SalePrice_log_10
Real number (ℝ)

HIGH CORRELATION

Distinct	579
Distinct (%)	49.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2199207

Minimum	4.5428254
Maximum	5.877947
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	4.5428254
5-th percentile	4.9403903
Q1	5.1105897
median	5.2121876
Q3	5.3296519
95-th percentile	5.5128909
Maximum	5.877947
Range	1.3351215
Interquartile range (IQR)	0.21906214

Descriptive statistics

Standard deviation	0.17284481
Coefficient of variation (CV)	0.033112536
Kurtosis	0.63405233
Mean	5.2199207
Median Absolute Deviation (MAD)	0.10667742
Skewness	0.1712533
Sum	6096.8673
Variance	0.029875328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.146128036	18	1.5%
5.130333768	14	1.2%
5.06069784	11	0.9%
5.161368002	11	0.9%
5.041392685	10	0.9%
5.278753601	10	0.9%
5.155336037	9	0.8%
5.190331698	9	0.8%
5.113943352	9	0.8%
5.1430148	9	0.8%
Other values (569)	1058	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.542825427	1	0.1%
4.59439255	1	0.1%
4.716003344	1	0.1%
4.720159303	1	0.1%
4.740362689	2	0.2%
4.748133737	1	0.1%
4.767155866	1	0.1%
4.77815125	3	0.3%
4.785329835	1	0.1%
4.795066256	1	0.1%

Value	Count	Frequency (%)
5.877946952	1	0.1%
5.872156273	1	0.1%
5.795880017	1	0.1%
5.765618642	1	0.1%
5.745528377	1	0.1%
5.744292983	1	0.1%
5.730782276	1	0.1%
5.685741739	1	0.1%
5.668851648	1	0.1%
5.649588934	1	0.1%

SalePrice_box_cox
Real number (ℝ)

HIGH CORRELATION

Distinct	579
Distinct (%)	49.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4843732

Minimum	6.0621492
Maximum	6.8318604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	6.0621492
5-th percentile	6.320637
Q1	6.4231862
median	6.4822183
Q3	6.5485046
95-th percentile	6.6478483
Maximum	6.8318604
Range	0.76971115
Interquartile range (IQR)	0.12531836

Descriptive statistics

Standard deviation	0.098675289
Coefficient of variation (CV)	0.015217398
Kurtosis	0.66402323
Mean	6.4843732
Median Absolute Deviation (MAD)	0.061023539
Skewness	-0.0096943996
Sum	7573.7479
Variance	0.0097368127
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.444017487	18	1.5%
6.434783833	14	1.2%
6.393606084	11	0.9%
6.452890277	11	0.9%
6.382054292	10	0.9%
6.520037048	10	0.9%
6.449382748	9	0.8%
6.469653987	9	0.8%
6.42516043	9	0.8%
6.442200503	9	0.8%
Other values (569)	1058	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.062149228	1	0.1%
6.097244568	1	0.1%
6.178122801	1	0.1%
6.180840653	1	0.1%
6.194010113	2	0.2%
6.199056753	1	0.1%
6.211365959	1	0.1%
6.218452627	3	0.3%
6.223068113	1	0.1%
6.229314058	1	0.1%

Value	Count	Frequency (%)
6.831860383	1	0.1%
6.829079188	1	0.1%
6.792040708	1	0.1%
6.777136182	1	0.1%
6.767174528	1	0.1%
6.76656022	1	0.1%
6.759828696	1	0.1%
6.737211788	1	0.1%
6.728660192	1	0.1%
6.718860166	1	0.1%

SalePrice_yeo_johnson
Real number (ℝ)

HIGH CORRELATION

Distinct	579
Distinct (%)	49.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4841322

Minimum	6.0619533
Maximum	6.8315826
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.5 KiB

Quantile statistics

Minimum	6.0619533
5-th percentile	6.3204129
Q1	6.4229515
median	6.4819776
Q3	6.5482569
95-th percentile	6.6475903
Maximum	6.8315826
Range	0.76962929
Interquartile range (IQR)	0.12530541

Descriptive statistics

Standard deviation	0.098665031
Coefficient of variation (CV)	0.015216382
Kurtosis	0.66401367
Mean	6.4841322
Median Absolute Deviation (MAD)	0.061017243
Skewness	-0.0096948619
Sum	7573.4664
Variance	0.0097347883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.443780669	18	1.5%
6.434547968	14	1.2%
6.393374469	11	0.9%
6.452652544	11	0.9%
6.381823871	10	0.9%
6.519792379	10	0.9%
6.449145377	9	0.8%
6.469414524	9	0.8%
6.424925558	9	0.8%
6.441963873	9	0.8%
Other values (569)	1058	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.061953289	1	0.1%
6.097044605	1	0.1%
6.177913869	1	0.1%
6.180631426	1	0.1%
6.193799461	2	0.2%
6.198845556	1	0.1%
6.21115344	1	0.1%
6.218239348	3	0.3%
6.222854341	1	0.1%
6.229099619	1	0.1%

Value	Count	Frequency (%)
6.831582575	1	0.1%
6.828801687	1	0.1%
6.791767264	1	0.1%
6.776864359	1	0.1%
6.766903785	1	0.1%
6.766289543	1	0.1%
6.759558748	1	0.1%
6.736944278	1	0.1%
6.728393599	1	0.1%
6.718594623	1	0.1%

Heatmap
Table

	OverallQual	OverallQual_log_e	OverallQual_power	GrLivArea	GrLivArea_log_e	GrLivArea_box_cox	GrLivArea_yeo_johnson	1stFlrSF	1stFlrSF_log_e	1stFlrSF_power	1stFlrSF_box_cox	1stFlrSF_yeo_johnson	TotalBsmtSF_power	TotalBsmtSF_yeo_johnson	GarageArea	GarageArea_power	YearBuilt_log_e	YearBuilt_power	YearBuilt_box_cox	SalePrice	SalePrice_log_e	SalePrice_log_10	SalePrice_box_cox	SalePrice_yeo_johnson
OverallQual	1.000	0.975	0.995	0.601	0.620	0.620	0.620	0.486	0.466	0.479	0.465	0.465	0.497	0.529	0.550	0.509	0.569	0.570	0.624	0.788	0.815	0.815	0.812	0.812
OverallQual_log_e	0.975	1.000	0.992	0.571	0.608	0.607	0.607	0.449	0.443	0.448	0.442	0.442	0.487	0.504	0.520	0.504	0.550	0.551	0.598	0.726	0.787	0.787	0.789	0.789
OverallQual_power	0.995	0.992	1.000	0.591	0.618	0.618	0.618	0.471	0.457	0.466	0.456	0.456	0.494	0.520	0.539	0.510	0.565	0.566	0.617	0.764	0.807	0.807	0.806	0.806
GrLivArea	0.601	0.571	0.591	1.000	0.972	0.975	0.975	0.576	0.560	0.571	0.559	0.559	0.360	0.408	0.464	0.406	0.226	0.227	0.264	0.758	0.747	0.747	0.741	0.741
GrLivArea_log_e	0.620	0.608	0.618	0.972	1.000	1.000	1.000	0.575	0.577	0.579	0.576	0.576	0.377	0.419	0.475	0.433	0.257	0.258	0.297	0.721	0.758	0.758	0.757	0.757
GrLivArea_box_cox	0.620	0.607	0.618	0.975	1.000	1.000	1.000	0.576	0.576	0.579	0.576	0.576	0.376	0.419	0.475	0.432	0.256	0.257	0.295	0.724	0.759	0.759	0.757	0.757
GrLivArea_yeo_johnson	0.620	0.607	0.618	0.975	1.000	1.000	1.000	0.576	0.576	0.579	0.576	0.576	0.376	0.419	0.475	0.432	0.256	0.257	0.295	0.724	0.759	0.759	0.757	0.757
1stFlrSF	0.486	0.449	0.471	0.576	0.575	0.576	0.576	1.000	0.978	0.995	0.976	0.976	0.655	0.769	0.488	0.421	0.305	0.305	0.308	0.657	0.647	0.647	0.641	0.641
1stFlrSF_log_e	0.466	0.443	0.457	0.560	0.577	0.576	0.576	0.978	1.000	0.995	1.000	1.000	0.653	0.756	0.489	0.431	0.304	0.304	0.306	0.625	0.643	0.643	0.641	0.641
1stFlrSF_power	0.479	0.448	0.466	0.571	0.579	0.579	0.579	0.995	0.995	1.000	0.993	0.993	0.657	0.767	0.492	0.428	0.307	0.307	0.309	0.644	0.648	0.648	0.644	0.644
1stFlrSF_box_cox	0.465	0.442	0.456	0.559	0.576	0.576	0.576	0.976	1.000	0.993	1.000	1.000	0.652	0.755	0.488	0.431	0.303	0.304	0.305	0.623	0.643	0.643	0.640	0.640
1stFlrSF_yeo_johnson	0.465	0.442	0.456	0.559	0.576	0.576	0.576	0.976	1.000	0.993	1.000	1.000	0.652	0.755	0.488	0.431	0.303	0.304	0.305	0.623	0.643	0.643	0.640	0.640
TotalBsmtSF_power	0.497	0.487	0.494	0.360	0.377	0.376	0.376	0.655	0.653	0.657	0.652	0.652	1.000	0.974	0.404	0.361	0.358	0.359	0.370	0.565	0.591	0.591	0.590	0.590
TotalBsmtSF_yeo_johnson	0.529	0.504	0.520	0.408	0.419	0.419	0.419	0.769	0.756	0.767	0.755	0.755	0.974	1.000	0.452	0.395	0.395	0.395	0.405	0.630	0.637	0.637	0.634	0.634
GarageArea	0.550	0.520	0.539	0.464	0.475	0.475	0.475	0.488	0.489	0.492	0.488	0.488	0.404	0.452	1.000	0.940	0.475	0.476	0.496	0.615	0.647	0.647	0.645	0.645
GarageArea_power	0.509	0.504	0.510	0.406	0.433	0.432	0.432	0.421	0.431	0.428	0.431	0.431	0.361	0.395	0.940	1.000	0.453	0.453	0.461	0.540	0.605	0.605	0.609	0.609
YearBuilt_log_e	0.569	0.550	0.565	0.226	0.257	0.256	0.256	0.305	0.304	0.307	0.303	0.303	0.358	0.395	0.475	0.453	1.000	1.000	0.987	0.522	0.585	0.585	0.588	0.588
YearBuilt_power	0.570	0.551	0.566	0.227	0.258	0.257	0.257	0.305	0.304	0.307	0.304	0.304	0.359	0.395	0.476	0.453	1.000	1.000	0.987	0.523	0.586	0.586	0.589	0.589
YearBuilt_box_cox	0.624	0.598	0.617	0.264	0.297	0.295	0.295	0.308	0.306	0.309	0.305	0.305	0.370	0.405	0.496	0.461	0.987	0.987	1.000	0.557	0.616	0.616	0.618	0.618
SalePrice	0.788	0.726	0.764	0.758	0.721	0.724	0.724	0.657	0.625	0.644	0.623	0.623	0.565	0.630	0.615	0.540	0.522	0.523	0.557	1.000	0.949	0.949	0.937	0.937
SalePrice_log_e	0.815	0.787	0.807	0.747	0.758	0.759	0.759	0.647	0.643	0.648	0.643	0.643	0.591	0.637	0.647	0.605	0.585	0.586	0.616	0.949	1.000	1.000	0.999	0.999
SalePrice_log_10	0.815	0.787	0.807	0.747	0.758	0.759	0.759	0.647	0.643	0.648	0.643	0.643	0.591	0.637	0.647	0.605	0.585	0.586	0.616	0.949	1.000	1.000	0.999	0.999
SalePrice_box_cox	0.812	0.789	0.806	0.741	0.757	0.757	0.757	0.641	0.641	0.644	0.640	0.640	0.590	0.634	0.645	0.609	0.588	0.589	0.618	0.937	0.999	0.999	1.000	1.000
SalePrice_yeo_johnson	0.812	0.789	0.806	0.741	0.757	0.757	0.757	0.641	0.641	0.644	0.640	0.640	0.590	0.634	0.645	0.609	0.588	0.589	0.618	0.937	0.999	0.999	1.000	1.000

Heatmap
Table

	OverallQual	OverallQual_log_e	OverallQual_power	GrLivArea	GrLivArea_log_e	GrLivArea_box_cox	GrLivArea_yeo_johnson	1stFlrSF	1stFlrSF_log_e	1stFlrSF_power	1stFlrSF_box_cox	1stFlrSF_yeo_johnson	TotalBsmtSF_power	TotalBsmtSF_yeo_johnson	GarageArea	GarageArea_power	YearBuilt_log_e	YearBuilt_power	YearBuilt_box_cox	SalePrice	SalePrice_log_e	SalePrice_log_10	SalePrice_box_cox	SalePrice_yeo_johnson
OverallQual	1.000	1.000	1.000	0.613	0.613	0.613	0.613	0.422	0.422	0.422	0.422	0.422	0.449	0.449	0.538	0.538	0.642	0.642	0.642	0.806	0.806	0.806	0.806	0.806
OverallQual_log_e	1.000	1.000	1.000	0.613	0.613	0.613	0.613	0.422	0.422	0.422	0.422	0.422	0.449	0.449	0.538	0.538	0.642	0.642	0.642	0.806	0.806	0.806	0.806	0.806
OverallQual_power	1.000	1.000	1.000	0.613	0.613	0.613	0.613	0.422	0.422	0.422	0.422	0.422	0.449	0.449	0.538	0.538	0.642	0.642	0.642	0.806	0.806	0.806	0.806	0.806
GrLivArea	0.613	0.613	0.613	1.000	1.000	1.000	1.000	0.535	0.535	0.535	0.535	0.535	0.380	0.380	0.479	0.479	0.302	0.302	0.302	0.753	0.753	0.753	0.753	0.753
GrLivArea_log_e	0.613	0.613	0.613	1.000	1.000	1.000	1.000	0.535	0.535	0.535	0.535	0.535	0.380	0.380	0.479	0.479	0.302	0.302	0.302	0.753	0.753	0.753	0.753	0.753
GrLivArea_box_cox	0.613	0.613	0.613	1.000	1.000	1.000	1.000	0.535	0.535	0.535	0.535	0.535	0.380	0.380	0.479	0.479	0.302	0.302	0.302	0.753	0.753	0.753	0.753	0.753
GrLivArea_yeo_johnson	0.613	0.613	0.613	1.000	1.000	1.000	1.000	0.535	0.535	0.535	0.535	0.535	0.380	0.380	0.479	0.479	0.302	0.302	0.302	0.753	0.753	0.753	0.753	0.753
1stFlrSF	0.422	0.422	0.422	0.535	0.535	0.535	0.535	1.000	1.000	1.000	1.000	1.000	0.830	0.830	0.499	0.499	0.314	0.314	0.314	0.611	0.611	0.611	0.611	0.611
1stFlrSF_log_e	0.422	0.422	0.422	0.535	0.535	0.535	0.535	1.000	1.000	1.000	1.000	1.000	0.830	0.830	0.499	0.499	0.314	0.314	0.314	0.611	0.611	0.611	0.611	0.611
1stFlrSF_power	0.422	0.422	0.422	0.535	0.535	0.535	0.535	1.000	1.000	1.000	1.000	1.000	0.830	0.830	0.499	0.499	0.314	0.314	0.314	0.611	0.611	0.611	0.611	0.611
1stFlrSF_box_cox	0.422	0.422	0.422	0.535	0.535	0.535	0.535	1.000	1.000	1.000	1.000	1.000	0.830	0.830	0.499	0.499	0.314	0.314	0.314	0.611	0.611	0.611	0.611	0.611
1stFlrSF_yeo_johnson	0.422	0.422	0.422	0.535	0.535	0.535	0.535	1.000	1.000	1.000	1.000	1.000	0.830	0.830	0.499	0.499	0.314	0.314	0.314	0.611	0.611	0.611	0.611	0.611
TotalBsmtSF_power	0.449	0.449	0.449	0.380	0.380	0.380	0.380	0.830	0.830	0.830	0.830	0.830	1.000	1.000	0.468	0.468	0.418	0.418	0.418	0.596	0.596	0.596	0.596	0.596
TotalBsmtSF_yeo_johnson	0.449	0.449	0.449	0.380	0.380	0.380	0.380	0.830	0.830	0.830	0.830	0.830	1.000	1.000	0.468	0.468	0.418	0.418	0.418	0.596	0.596	0.596	0.596	0.596
GarageArea	0.538	0.538	0.538	0.479	0.479	0.479	0.479	0.499	0.499	0.499	0.499	0.499	0.468	0.468	1.000	1.000	0.524	0.524	0.524	0.647	0.647	0.647	0.647	0.647
GarageArea_power	0.538	0.538	0.538	0.479	0.479	0.479	0.479	0.499	0.499	0.499	0.499	0.499	0.468	0.468	1.000	1.000	0.524	0.524	0.524	0.647	0.647	0.647	0.647	0.647
YearBuilt_log_e	0.642	0.642	0.642	0.302	0.302	0.302	0.302	0.314	0.314	0.314	0.314	0.314	0.418	0.418	0.524	0.524	1.000	1.000	1.000	0.645	0.645	0.645	0.645	0.645
YearBuilt_power	0.642	0.642	0.642	0.302	0.302	0.302	0.302	0.314	0.314	0.314	0.314	0.314	0.418	0.418	0.524	0.524	1.000	1.000	1.000	0.645	0.645	0.645	0.645	0.645
YearBuilt_box_cox	0.642	0.642	0.642	0.302	0.302	0.302	0.302	0.314	0.314	0.314	0.314	0.314	0.418	0.418	0.524	0.524	1.000	1.000	1.000	0.645	0.645	0.645	0.645	0.645
SalePrice	0.806	0.806	0.806	0.753	0.753	0.753	0.753	0.611	0.611	0.611	0.611	0.611	0.596	0.596	0.647	0.647	0.645	0.645	0.645	1.000	1.000	1.000	1.000	1.000
SalePrice_log_e	0.806	0.806	0.806	0.753	0.753	0.753	0.753	0.611	0.611	0.611	0.611	0.611	0.596	0.596	0.647	0.647	0.645	0.645	0.645	1.000	1.000	1.000	1.000	1.000
SalePrice_log_10	0.806	0.806	0.806	0.753	0.753	0.753	0.753	0.611	0.611	0.611	0.611	0.611	0.596	0.596	0.647	0.647	0.645	0.645	0.645	1.000	1.000	1.000	1.000	1.000
SalePrice_box_cox	0.806	0.806	0.806	0.753	0.753	0.753	0.753	0.611	0.611	0.611	0.611	0.611	0.596	0.596	0.647	0.647	0.645	0.645	0.645	1.000	1.000	1.000	1.000	1.000
SalePrice_yeo_johnson	0.806	0.806	0.806	0.753	0.753	0.753	0.753	0.611	0.611	0.611	0.611	0.611	0.596	0.596	0.647	0.647	0.645	0.645	0.645	1.000	1.000	1.000	1.000	1.000

Heatmap
Table

	OverallQual	OverallQual_log_e	OverallQual_power	GrLivArea	GrLivArea_log_e	GrLivArea_box_cox	GrLivArea_yeo_johnson	1stFlrSF	1stFlrSF_log_e	1stFlrSF_power	1stFlrSF_box_cox	1stFlrSF_yeo_johnson	TotalBsmtSF_power	TotalBsmtSF_yeo_johnson	GarageArea	GarageArea_power	YearBuilt_log_e	YearBuilt_power	YearBuilt_box_cox	SalePrice	SalePrice_log_e	SalePrice_log_10	SalePrice_box_cox	SalePrice_yeo_johnson
OverallQual	1.000	1.000	1.000	0.472	0.472	0.472	0.472	0.319	0.319	0.319	0.319	0.319	0.341	0.341	0.425	0.425	0.500	0.500	0.500	0.666	0.666	0.666	0.666	0.666
OverallQual_log_e	1.000	1.000	1.000	0.472	0.472	0.472	0.472	0.319	0.319	0.319	0.319	0.319	0.341	0.341	0.425	0.425	0.500	0.500	0.500	0.666	0.666	0.666	0.666	0.666
OverallQual_power	1.000	1.000	1.000	0.472	0.472	0.472	0.472	0.319	0.319	0.319	0.319	0.319	0.341	0.341	0.425	0.425	0.500	0.500	0.500	0.666	0.666	0.666	0.666	0.666
GrLivArea	0.472	0.472	0.472	1.000	1.000	1.000	1.000	0.438	0.438	0.438	0.438	0.438	0.302	0.302	0.336	0.336	0.198	0.198	0.198	0.563	0.563	0.563	0.563	0.563
GrLivArea_log_e	0.472	0.472	0.472	1.000	1.000	1.000	1.000	0.438	0.438	0.438	0.438	0.438	0.302	0.302	0.336	0.336	0.198	0.198	0.198	0.563	0.563	0.563	0.563	0.563
GrLivArea_box_cox	0.472	0.472	0.472	1.000	1.000	1.000	1.000	0.438	0.438	0.438	0.438	0.438	0.302	0.302	0.336	0.336	0.198	0.198	0.198	0.563	0.563	0.563	0.563	0.563
GrLivArea_yeo_johnson	0.472	0.472	0.472	1.000	1.000	1.000	1.000	0.438	0.438	0.438	0.438	0.438	0.302	0.302	0.336	0.336	0.198	0.198	0.198	0.563	0.563	0.563	0.563	0.563
1stFlrSF	0.319	0.319	0.319	0.438	0.438	0.438	0.438	1.000	1.000	1.000	1.000	1.000	0.723	0.723	0.346	0.346	0.216	0.216	0.216	0.438	0.438	0.438	0.438	0.438
1stFlrSF_log_e	0.319	0.319	0.319	0.438	0.438	0.438	0.438	1.000	1.000	1.000	1.000	1.000	0.723	0.723	0.346	0.346	0.216	0.216	0.216	0.438	0.438	0.438	0.438	0.438
1stFlrSF_power	0.319	0.319	0.319	0.438	0.438	0.438	0.438	1.000	1.000	1.000	1.000	1.000	0.723	0.723	0.346	0.346	0.216	0.216	0.216	0.438	0.438	0.438	0.438	0.438
1stFlrSF_box_cox	0.319	0.319	0.319	0.438	0.438	0.438	0.438	1.000	1.000	1.000	1.000	1.000	0.723	0.723	0.346	0.346	0.216	0.216	0.216	0.438	0.438	0.438	0.438	0.438
1stFlrSF_yeo_johnson	0.319	0.319	0.319	0.438	0.438	0.438	0.438	1.000	1.000	1.000	1.000	1.000	0.723	0.723	0.346	0.346	0.216	0.216	0.216	0.438	0.438	0.438	0.438	0.438
TotalBsmtSF_power	0.341	0.341	0.341	0.302	0.302	0.302	0.302	0.723	0.723	0.723	0.723	0.723	1.000	1.000	0.325	0.325	0.289	0.289	0.289	0.431	0.431	0.431	0.431	0.431
TotalBsmtSF_yeo_johnson	0.341	0.341	0.341	0.302	0.302	0.302	0.302	0.723	0.723	0.723	0.723	0.723	1.000	1.000	0.325	0.325	0.289	0.289	0.289	0.431	0.431	0.431	0.431	0.431
GarageArea	0.425	0.425	0.425	0.336	0.336	0.336	0.336	0.346	0.346	0.346	0.346	0.346	0.325	0.325	1.000	1.000	0.377	0.377	0.377	0.479	0.479	0.479	0.479	0.479
GarageArea_power	0.425	0.425	0.425	0.336	0.336	0.336	0.336	0.346	0.346	0.346	0.346	0.346	0.325	0.325	1.000	1.000	0.377	0.377	0.377	0.479	0.479	0.479	0.479	0.479
YearBuilt_log_e	0.500	0.500	0.500	0.198	0.198	0.198	0.198	0.216	0.216	0.216	0.216	0.216	0.289	0.289	0.377	0.377	1.000	1.000	1.000	0.463	0.463	0.463	0.463	0.463
YearBuilt_power	0.500	0.500	0.500	0.198	0.198	0.198	0.198	0.216	0.216	0.216	0.216	0.216	0.289	0.289	0.377	0.377	1.000	1.000	1.000	0.463	0.463	0.463	0.463	0.463
YearBuilt_box_cox	0.500	0.500	0.500	0.198	0.198	0.198	0.198	0.216	0.216	0.216	0.216	0.216	0.289	0.289	0.377	0.377	1.000	1.000	1.000	0.463	0.463	0.463	0.463	0.463
SalePrice	0.666	0.666	0.666	0.563	0.563	0.563	0.563	0.438	0.438	0.438	0.438	0.438	0.431	0.431	0.479	0.479	0.463	0.463	0.463	1.000	1.000	1.000	1.000	1.000
SalePrice_log_e	0.666	0.666	0.666	0.563	0.563	0.563	0.563	0.438	0.438	0.438	0.438	0.438	0.431	0.431	0.479	0.479	0.463	0.463	0.463	1.000	1.000	1.000	1.000	1.000
SalePrice_log_10	0.666	0.666	0.666	0.563	0.563	0.563	0.563	0.438	0.438	0.438	0.438	0.438	0.431	0.431	0.479	0.479	0.463	0.463	0.463	1.000	1.000	1.000	1.000	1.000
SalePrice_box_cox	0.666	0.666	0.666	0.563	0.563	0.563	0.563	0.438	0.438	0.438	0.438	0.438	0.431	0.431	0.479	0.479	0.463	0.463	0.463	1.000	1.000	1.000	1.000	1.000
SalePrice_yeo_johnson	0.666	0.666	0.666	0.563	0.563	0.563	0.563	0.438	0.438	0.438	0.438	0.438	0.431	0.431	0.479	0.479	0.463	0.463	0.463	1.000	1.000	1.000	1.000	1.000

Heatmap
Table

	OverallQual	OverallQual_log_e	OverallQual_power	GrLivArea	GrLivArea_log_e	GrLivArea_box_cox	GrLivArea_yeo_johnson	1stFlrSF	1stFlrSF_log_e	1stFlrSF_power	1stFlrSF_box_cox	1stFlrSF_yeo_johnson	TotalBsmtSF_power	TotalBsmtSF_yeo_johnson	GarageArea	GarageArea_power	YearBuilt_log_e	YearBuilt_power	YearBuilt_box_cox	SalePrice	SalePrice_log_e	SalePrice_log_10	SalePrice_box_cox	SalePrice_yeo_johnson
OverallQual	1.000	1.000	1.000	0.554	0.828	0.793	0.793	0.688	0.759	0.727	0.761	0.761	0.696	0.720	0.678	0.544	0.661	0.663	0.667	0.824	0.866	0.866	0.861	0.861
OverallQual_log_e	1.000	1.000	1.000	0.477	0.685	0.632	0.632	0.403	0.612	0.541	0.616	0.616	0.505	0.501	0.524	0.509	0.534	0.532	0.545	0.634	0.730	0.730	0.726	0.726
OverallQual_power	1.000	1.000	1.000	0.644	0.677	0.630	0.630	0.456	0.609	0.561	0.612	0.612	0.523	0.532	0.535	0.530	0.520	0.521	0.531	0.670	0.746	0.746	0.736	0.736
GrLivArea	0.554	0.477	0.644	1.000	0.929	0.918	0.918	0.672	0.647	0.651	0.671	0.671	0.593	0.577	0.427	0.412	0.336	0.338	0.356	0.795	0.720	0.720	0.696	0.696
GrLivArea_log_e	0.828	0.685	0.677	0.929	1.000	0.993	0.993	0.819	0.902	0.835	0.900	0.900	0.693	0.719	0.538	0.406	0.450	0.458	0.475	0.867	0.888	0.888	0.873	0.873
GrLivArea_box_cox	0.793	0.632	0.630	0.918	0.993	1.000	1.000	0.783	0.876	0.854	0.869	0.869	0.647	0.739	0.534	0.404	0.460	0.467	0.478	0.867	0.864	0.864	0.845	0.845
GrLivArea_yeo_johnson	0.793	0.632	0.630	0.918	0.993	1.000	1.000	0.783	0.876	0.854	0.869	0.869	0.647	0.739	0.534	0.404	0.460	0.467	0.478	0.867	0.864	0.864	0.845	0.845
1stFlrSF	0.688	0.403	0.456	0.672	0.819	0.783	0.783	1.000	0.964	0.983	0.961	0.961	0.894	0.907	0.530	0.409	0.389	0.386	0.439	0.757	0.720	0.720	0.726	0.726
1stFlrSF_log_e	0.759	0.612	0.609	0.647	0.902	0.876	0.876	0.964	1.000	0.976	0.998	0.998	0.914	0.915	0.531	0.409	0.406	0.415	0.454	0.686	0.794	0.794	0.789	0.789
1stFlrSF_power	0.727	0.541	0.561	0.651	0.835	0.854	0.854	0.983	0.976	1.000	0.968	0.968	0.886	0.936	0.523	0.403	0.401	0.410	0.436	0.709	0.739	0.739	0.720	0.720
1stFlrSF_box_cox	0.761	0.616	0.612	0.671	0.900	0.869	0.869	0.961	0.998	0.968	1.000	1.000	0.920	0.908	0.527	0.420	0.405	0.411	0.450	0.675	0.787	0.787	0.788	0.788
1stFlrSF_yeo_johnson	0.761	0.616	0.612	0.671	0.900	0.869	0.869	0.961	0.998	0.968	1.000	1.000	0.920	0.908	0.527	0.420	0.405	0.411	0.450	0.675	0.787	0.787	0.788	0.788
TotalBsmtSF_power	0.696	0.505	0.523	0.593	0.693	0.647	0.647	0.894	0.914	0.886	0.920	0.920	1.000	0.978	0.532	0.410	0.513	0.514	0.513	0.717	0.720	0.720	0.688	0.688
TotalBsmtSF_yeo_johnson	0.720	0.501	0.532	0.577	0.719	0.739	0.739	0.907	0.915	0.936	0.908	0.908	0.978	1.000	0.551	0.409	0.503	0.499	0.524	0.768	0.736	0.736	0.706	0.706
GarageArea	0.678	0.524	0.535	0.427	0.538	0.534	0.534	0.530	0.531	0.523	0.527	0.527	0.532	0.551	1.000	0.933	0.548	0.550	0.567	0.686	0.700	0.700	0.702	0.702
GarageArea_power	0.544	0.509	0.530	0.412	0.406	0.404	0.404	0.409	0.409	0.403	0.420	0.420	0.410	0.409	0.933	1.000	0.462	0.467	0.483	0.551	0.580	0.580	0.591	0.591
YearBuilt_log_e	0.661	0.534	0.520	0.336	0.450	0.460	0.460	0.389	0.406	0.401	0.405	0.405	0.513	0.503	0.548	0.462	1.000	1.000	0.983	0.593	0.620	0.620	0.613	0.613
YearBuilt_power	0.663	0.532	0.521	0.338	0.458	0.467	0.467	0.386	0.415	0.410	0.411	0.411	0.514	0.499	0.550	0.467	1.000	1.000	0.981	0.595	0.620	0.620	0.613	0.613
YearBuilt_box_cox	0.667	0.545	0.531	0.356	0.475	0.478	0.478	0.439	0.454	0.436	0.450	0.450	0.513	0.524	0.567	0.483	0.983	0.981	1.000	0.610	0.635	0.635	0.630	0.630
SalePrice	0.824	0.634	0.670	0.795	0.867	0.867	0.867	0.757	0.686	0.709	0.675	0.675	0.717	0.768	0.686	0.551	0.593	0.595	0.610	1.000	0.953	0.953	0.958	0.958
SalePrice_log_e	0.866	0.730	0.746	0.720	0.888	0.864	0.864	0.720	0.794	0.739	0.787	0.787	0.720	0.736	0.700	0.580	0.620	0.620	0.635	0.953	1.000	1.000	0.976	0.976
SalePrice_log_10	0.866	0.730	0.746	0.720	0.888	0.864	0.864	0.720	0.794	0.739	0.787	0.787	0.720	0.736	0.700	0.580	0.620	0.620	0.635	0.953	1.000	1.000	0.976	0.976
SalePrice_box_cox	0.861	0.726	0.736	0.696	0.873	0.845	0.845	0.726	0.789	0.720	0.788	0.788	0.688	0.706	0.702	0.591	0.613	0.613	0.630	0.958	0.976	0.976	1.000	1.000
SalePrice_yeo_johnson	0.861	0.726	0.736	0.696	0.873	0.845	0.845	0.726	0.789	0.720	0.788	0.788	0.688	0.706	0.702	0.591	0.613	0.613	0.630	0.958	0.976	0.976	1.000	1.000

Heatmap
Table

	1stFlrSF	1stFlrSF_box_cox	1stFlrSF_log_e	1stFlrSF_power	1stFlrSF_yeo_johnson	GarageArea	GarageArea_power	GrLivArea	GrLivArea_box_cox	GrLivArea_log_e	GrLivArea_yeo_johnson	OverallQual	OverallQual_log_e	OverallQual_power	SalePrice	SalePrice_box_cox	SalePrice_log_10	SalePrice_log_e	SalePrice_yeo_johnson	TotalBsmtSF_power	TotalBsmtSF_yeo_johnson	YearBuilt_box_cox	YearBuilt_log_e	YearBuilt_power
1stFlrSF	1.000	1.000	1.000	1.000	1.000	0.499	0.499	0.535	0.535	0.535	0.535	0.422	0.422	0.422	0.611	0.611	0.611	0.611	0.611	0.830	0.830	0.314	0.314	0.314
1stFlrSF_box_cox	1.000	1.000	1.000	1.000	1.000	0.499	0.499	0.535	0.535	0.535	0.535	0.422	0.422	0.422	0.611	0.611	0.611	0.611	0.611	0.830	0.830	0.314	0.314	0.314
1stFlrSF_log_e	1.000	1.000	1.000	1.000	1.000	0.499	0.499	0.535	0.535	0.535	0.535	0.422	0.422	0.422	0.611	0.611	0.611	0.611	0.611	0.830	0.830	0.314	0.314	0.314
1stFlrSF_power	1.000	1.000	1.000	1.000	1.000	0.499	0.499	0.535	0.535	0.535	0.535	0.422	0.422	0.422	0.611	0.611	0.611	0.611	0.611	0.830	0.830	0.314	0.314	0.314
1stFlrSF_yeo_johnson	1.000	1.000	1.000	1.000	1.000	0.499	0.499	0.535	0.535	0.535	0.535	0.422	0.422	0.422	0.611	0.611	0.611	0.611	0.611	0.830	0.830	0.314	0.314	0.314
GarageArea	0.499	0.499	0.499	0.499	0.499	1.000	1.000	0.479	0.479	0.479	0.479	0.538	0.538	0.538	0.647	0.647	0.647	0.647	0.647	0.468	0.468	0.524	0.524	0.524
GarageArea_power	0.499	0.499	0.499	0.499	0.499	1.000	1.000	0.479	0.479	0.479	0.479	0.538	0.538	0.538	0.647	0.647	0.647	0.647	0.647	0.468	0.468	0.524	0.524	0.524
GrLivArea	0.535	0.535	0.535	0.535	0.535	0.479	0.479	1.000	1.000	1.000	1.000	0.613	0.613	0.613	0.753	0.753	0.753	0.753	0.753	0.380	0.380	0.302	0.302	0.302
GrLivArea_box_cox	0.535	0.535	0.535	0.535	0.535	0.479	0.479	1.000	1.000	1.000	1.000	0.613	0.613	0.613	0.753	0.753	0.753	0.753	0.753	0.380	0.380	0.302	0.302	0.302
GrLivArea_log_e	0.535	0.535	0.535	0.535	0.535	0.479	0.479	1.000	1.000	1.000	1.000	0.613	0.613	0.613	0.753	0.753	0.753	0.753	0.753	0.380	0.380	0.302	0.302	0.302
GrLivArea_yeo_johnson	0.535	0.535	0.535	0.535	0.535	0.479	0.479	1.000	1.000	1.000	1.000	0.613	0.613	0.613	0.753	0.753	0.753	0.753	0.753	0.380	0.380	0.302	0.302	0.302
OverallQual	0.422	0.422	0.422	0.422	0.422	0.538	0.538	0.613	0.613	0.613	0.613	1.000	1.000	1.000	0.806	0.806	0.806	0.806	0.806	0.449	0.449	0.642	0.642	0.642
OverallQual_log_e	0.422	0.422	0.422	0.422	0.422	0.538	0.538	0.613	0.613	0.613	0.613	1.000	1.000	1.000	0.806	0.806	0.806	0.806	0.806	0.449	0.449	0.642	0.642	0.642
OverallQual_power	0.422	0.422	0.422	0.422	0.422	0.538	0.538	0.613	0.613	0.613	0.613	1.000	1.000	1.000	0.806	0.806	0.806	0.806	0.806	0.449	0.449	0.642	0.642	0.642
SalePrice	0.611	0.611	0.611	0.611	0.611	0.647	0.647	0.753	0.753	0.753	0.753	0.806	0.806	0.806	1.000	1.000	1.000	1.000	1.000	0.596	0.596	0.645	0.645	0.645
SalePrice_box_cox	0.611	0.611	0.611	0.611	0.611	0.647	0.647	0.753	0.753	0.753	0.753	0.806	0.806	0.806	1.000	1.000	1.000	1.000	1.000	0.596	0.596	0.645	0.645	0.645
SalePrice_log_10	0.611	0.611	0.611	0.611	0.611	0.647	0.647	0.753	0.753	0.753	0.753	0.806	0.806	0.806	1.000	1.000	1.000	1.000	1.000	0.596	0.596	0.645	0.645	0.645
SalePrice_log_e	0.611	0.611	0.611	0.611	0.611	0.647	0.647	0.753	0.753	0.753	0.753	0.806	0.806	0.806	1.000	1.000	1.000	1.000	1.000	0.596	0.596	0.645	0.645	0.645
SalePrice_yeo_johnson	0.611	0.611	0.611	0.611	0.611	0.647	0.647	0.753	0.753	0.753	0.753	0.806	0.806	0.806	1.000	1.000	1.000	1.000	1.000	0.596	0.596	0.645	0.645	0.645
TotalBsmtSF_power	0.830	0.830	0.830	0.830	0.830	0.468	0.468	0.380	0.380	0.380	0.380	0.449	0.449	0.449	0.596	0.596	0.596	0.596	0.596	1.000	1.000	0.418	0.418	0.418
TotalBsmtSF_yeo_johnson	0.830	0.830	0.830	0.830	0.830	0.468	0.468	0.380	0.380	0.380	0.380	0.449	0.449	0.449	0.596	0.596	0.596	0.596	0.596	1.000	1.000	0.418	0.418	0.418
YearBuilt_box_cox	0.314	0.314	0.314	0.314	0.314	0.524	0.524	0.302	0.302	0.302	0.302	0.642	0.642	0.642	0.645	0.645	0.645	0.645	0.645	0.418	0.418	1.000	1.000	1.000
YearBuilt_log_e	0.314	0.314	0.314	0.314	0.314	0.524	0.524	0.302	0.302	0.302	0.302	0.642	0.642	0.642	0.645	0.645	0.645	0.645	0.645	0.418	0.418	1.000	1.000	1.000
YearBuilt_power	0.314	0.314	0.314	0.314	0.314	0.524	0.524	0.302	0.302	0.302	0.302	0.642	0.642	0.642	0.645	0.645	0.645	0.645	0.645	0.418	0.418	1.000	1.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	OverallQual	OverallQual_log_e	OverallQual_power	GrLivArea	GrLivArea_log_e	GrLivArea_box_cox	GrLivArea_yeo_johnson	1stFlrSF	1stFlrSF_log_e	1stFlrSF_power	1stFlrSF_box_cox	1stFlrSF_yeo_johnson	TotalBsmtSF_power	TotalBsmtSF_yeo_johnson	GarageArea	GarageArea_power	YearBuilt_log_e	YearBuilt_power	YearBuilt_box_cox	SalePrice	SalePrice_log_e	SalePrice_log_10	SalePrice_box_cox	SalePrice_yeo_johnson
809	5	1.609438	2.236068	2138	7.667626	9.482356	9.454248	1075	6.980076	32.787193	5.968181	5.948967	29.137605	262.161093	360	18.973666	7.548556	43.566042	1.232149e+70	106000	11.571194	5.025306	6.372383	6.372153
608	8	2.079442	2.828427	3194	8.069029	10.094242	10.062344	1940	7.570443	44.045431	6.390307	6.367692	31.064449	290.238524	380	19.493589	7.567346	43.977267	1.855506e+70	359100	12.791356	5.555215	6.670112	6.669852
1189	7	1.945910	2.645751	1804	7.497762	9.227357	9.200804	1028	6.935370	32.062439	5.935745	5.916791	31.527766	297.145336	442	21.023796	7.600402	44.710178	3.812975e+70	189000	12.149502	5.276462	6.518746	6.518502
1039	4	1.386294	2.000000	630	6.445720	7.698700	7.681460	630	6.445720	25.099801	5.576069	5.560008	25.099801	206.811078	286	16.911535	7.585789	44.384682	2.773207e+70	80000	11.289782	4.903090	6.297534	6.297312
1297	6	1.791759	2.449490	1072	6.977281	8.460309	8.438397	1072	6.977281	32.741411	5.966156	5.946958	23.388031	184.828868	525	22.912878	7.603399	44.777226	4.070272e+70	140000	11.849398	5.146128	6.444017	6.443781
1357	5	1.609438	2.236068	1078	6.982863	8.468422	8.446461	1078	6.982863	32.832910	5.970201	5.950971	32.832910	316.920340	500	22.360680	7.586296	44.395946	2.804041e+70	149900	11.917724	5.175802	6.461260	6.461022
581	8	2.079442	2.828427	2042	7.621685	9.413160	9.385475	2042	7.621685	45.188494	6.426407	6.403497	45.188494	526.177338	1390	37.282704	7.604894	44.810713	4.205051e+70	253293	12.442302	5.403623	6.589194	6.588942
541	8	2.079442	2.828427	2285	7.734121	9.582812	9.554088	1288	7.160846	35.888717	6.098659	6.078400	31.128765	291.193729	648	25.455844	7.600902	44.721360	3.854752e+70	248000	12.421184	5.394452	6.584192	6.583941
183	7	1.945910	2.645751	2082	7.641084	9.442358	9.414495	1362	7.216709	36.905284	6.138761	6.118180	36.905284	381.574573	484	22.000000	7.602401	44.754888	3.982719e+70	200000	12.206073	5.301030	6.532544	6.532298
831	7	1.945910	2.645751	1200	7.090077	8.624729	8.601823	600	6.396930	24.494897	5.539783	5.524018	24.494897	198.939588	480	21.908902	7.603399	44.777226	4.070272e+70	151000	11.925035	5.178977	6.463097	6.462859

	OverallQual	OverallQual_log_e	OverallQual_power	GrLivArea	GrLivArea_log_e	GrLivArea_box_cox	GrLivArea_yeo_johnson	1stFlrSF	1stFlrSF_log_e	1stFlrSF_power	1stFlrSF_box_cox	1stFlrSF_yeo_johnson	TotalBsmtSF_power	TotalBsmtSF_yeo_johnson	GarageArea	GarageArea_power	YearBuilt_log_e	YearBuilt_power	YearBuilt_box_cox	SalePrice	SalePrice_log_e	SalePrice_log_10	SalePrice_box_cox	SalePrice_yeo_johnson
638	5	1.609438	2.236068	796	6.679599	8.031126	8.011826	796	6.679599	28.213472	5.748880	5.731422	28.213472	249.070590	0	0.000000	7.554859	43.703547	1.413519e+70	85000	11.350407	4.929419	6.313865	6.313642
1268	8	2.079442	2.828427	3447	8.145260	10.211939	10.179300	1968	7.584773	44.362146	6.400411	6.377714	26.981475	232.005460	1014	31.843367	7.567863	43.988635	1.876523e+70	381000	12.850555	5.580925	6.683514	6.683253
922	6	1.791759	2.449490	1316	7.182352	8.759977	8.736254	1316	7.182352	36.276714	6.114109	6.093727	36.276714	371.309048	397	19.924859	7.603399	44.777226	4.070272e+70	169990	12.043495	5.230423	6.492646	6.492404
748	7	1.945910	2.645751	1720	7.450080	9.156193	9.130072	1720	7.450080	41.472883	6.305175	6.283252	41.472883	459.207405	527	22.956481	7.598900	44.676616	3.690220e+70	260400	12.469974	5.415641	6.595729	6.595476
153	6	1.791759	2.449490	1252	7.132498	8.686822	8.663541	1252	7.132498	35.383612	6.078269	6.058174	40.024992	434.028245	564	23.748684	7.580700	44.271887	2.482141e+70	235000	12.367341	5.371068	6.571385	6.571135
866	8	2.079442	2.828427	1646	7.406103	9.090721	9.064997	1646	7.406103	40.570926	6.273952	6.252283	40.472213	441.749727	870	29.495762	7.603898	44.788391	4.114733e+70	248900	12.424806	5.396025	6.585051	6.584800
742	7	1.945910	2.645751	1349	7.207119	8.796392	8.772449	1349	7.207119	36.728735	6.131883	6.111358	36.728735	378.680865	539	23.216374	7.600902	44.721360	3.854752e+70	179000	12.095141	5.252853	6.505402	6.505159
74	3	1.098612	1.732051	1605	7.380879	9.053236	9.027740	840	6.733402	28.982753	5.788371	5.770597	28.982753	259.950445	379	19.467922	7.557473	43.760713	1.496375e+70	107400	11.584315	5.031004	6.375813	6.375584
176	6	1.791759	2.449490	2060	7.630461	9.426366	9.398600	1164	7.059618	34.117444	6.025727	6.006053	33.926391	333.846113	521	22.825424	7.594884	44.586994	3.381037e+70	211000	12.259613	5.324282	6.545520	6.545272
338	7	1.945910	2.645751	1621	7.390799	9.067971	9.042385	1621	7.390799	40.261644	6.263071	6.241490	34.756294	346.906863	440	20.976177	7.592870	44.542115	3.235872e+70	202500	12.218495	5.306425	6.535562	6.535315

Overview

Variables

Interactions

Correlations

Missing values

Sample